OmniOpt2

Experiment overview

Setting	Value
Model for non-random steps	BOTORCH_MODULAR
Max. nr. evaluations	2
Number random steps	1
Nr. of workers (parameter)	1

Best RESULT, min (total: 2)

x	y	z	a	RESULT
-992.4759324640036	84.09172855317593	-953.9302662014961	804.3334688991308	-25608714.3370979

Job Summary per Generation Node

Generation Node	Total	COMPLETED
SOBOL	1	1
BOTORCH_MODULAR	1	1

Experiment parameters

Name	Type	Lower bound	Upper bound	Type	Log Scale?
x	range	-1000	1000	float	No
y	range	-1000	1000	float	No
z	range	-1000	1000	float	No
a	range	-1000	1000	float	No

Number of evaluations

Failed	Succeeded	Running	Total
0	2	0	2

Result names and types

name	min/max
RESULT	min

Last progressbar status

2026-05-01 21:06:03 (e89bf04e-a400-4e60-916a-738f9d3777c8): BOTORCH_MODULAR, best RESULT: -25608714.3370979, finishing jobs, finished 1 job

Git-Version

Commit: e0ce67c40fab0e66e193d54627cc03525d5ba39d (9282-3-ge0ce67c40)

trial_index,submit_time,queue_time,worker_generator_uuid,start_time,end_time,run_time,program_string,exit_code,signal,hostname,arm_name,trial_status,generation_node,RESULT,x,y,z,a
0,1777669541,2,e89bf04e-a400-4e60-916a-738f9d3777c8,1777669543,1777669549,6,.tests/optimization_example_all_float  --x=730.33916950225830078125 --y=140.23864269256591796875 --z=729.412555694580078125 --a=-785.07675230503082275391,0,,runnervmeorf1,0_0,COMPLETED,SOBOL,-16925771.85680089890956878662109375,730.33916950225830078125,140.23864269256591796875,729.412555694580078125,-785.07675230503082275390625
1,1777669552,2,e89bf04e-a400-4e60-916a-738f9d3777c8,1777669554,1777669560,6,.tests/optimization_example_all_float  --x=-992.47593246400356292725 --y=84.0917285531759262085 --z=-953.93026620149612426758 --a=804.33346889913082122803,0,,runnervmeorf1,1_0,COMPLETED,BOTORCH_MODULAR,-25608714.3370979018509387969970703125,-992.47593246400356292724609375,84.09172855317592620849609375,-953.930266201496124267578125,804.33346889913082122802734375


========================================================================

Current git-hash: e0ce67c40fab0e66e193d54627cc03525d5ba39d (last fully tested stable version 3 commits ago [3669a7dd9138090647baf283e6316589853bd460, 9282])
Using coverage run -p because $RUN_WITH_COVERAGE is set
[WARNING 05-01 21:05:37] ax.storage.sqa_store.with_db_settings_base: Ax currently requires a sqlalchemy version below 2.0. This will be addressed in a future release. Disabling SQL storage in Ax for now, if you would like to use SQL storage please install Ax with mysql extras via `pip install ax-platform[mysql]`.
Run-UUID: 863e275c-a8a1-4a6f-86e6-a84437b2fa5a
  _________________________________________________
 /                                                 \
| OmniOpt2 - Like Neo, dodging suboptimal hyperpara |
| meters in slow motion.                            |
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  =================================================
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                                                                        __---__
                                                                     _-       /--______
                                                                __--( /     \ )XXXXXXXXXXX\v.
                                                              .-XXX(   O   O  )XXXXXXXXXXXXXXX-
                                                             /XXX(       U     )        XXXXXXX\
                                                           /XXXXX(              )--_  XXXXXXXXXXX\
                                                          /XXXXX/ (      O     )   XXXXXX   \XXXXX\
                                                          XXXXX/   /            XXXXXX   \__ \XXXXX
                                                          XXXXXX__/          XXXXXX         \__---->
                                                  ---___  XXX__/          XXXXXX      \__         /
                                                    \-  --__/   ___/\  XXXXXX            /  ___--/=
                                                     \-\    ___/    XXXXXX              '--- XXXXXX
                                                        \-\/XXX\ XXXXXX                      /XXXXX
                                                          \XXXXXXXXX   \                    /XXXXX/
                                                           \XXXXXX      >                 _/XXXXX/
                                                             \XXXXX--__/              __-- XXXX/
                                                              -XXXXXXXX---------------  XXXXXX-
                                                                 \XXXXXXXXXXXXXXXXXXXXXXXXXX/
                                                                   ""VXXXXXXXXXXXXXXXXXXV""
omniopt --partition=alpha --experiment_name=example_all_float --mem_gb=4 --time=60 --worker_timeout=5 --max_eval=2 --num_parallel_jobs=1 --gpus=0 --num_random_steps=1 --send_anonymized_usage_stats --run_program=LnRlc3RzL29wdGltaXphdGlvbl9leGFtcGxlX2FsbF9mbG9hdCAgLS14PSUoeCkgLS15PSUoeSkgLS16PSUoeikgLS1hPSUoYSkK --cpus_per_task=1 --nodes_per_job=1 --model=BOTORCH_MODULAR --run_mode=local --parameter x range -1000 1000 float --parameter y range -1000 1000 float --parameter z range -1000 1000 float --parameter a range -1000 1000 float --live_share --generate_all_jobs_at_once --follow --show_generate_time_table
Run-folder: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0
See https://imageseg.scads.de/omniax/share?user_id=runner&experiment_name=example_all_float&run_nr=73 for live-results.

You have 4 CPUs available for the main process. No CUDA devices found.
Generation strategy: SOBOL for 1 step and then BOTORCH_MODULAR for 1 step.
Run-Program: .tests/optimization_example_all_float  --x=%(x) --y=%(y) --z=%(z) --a=%(a)

Experiment parameters
┏━━━━━━┳━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━━━━━━━┳━━━━━━━┳━━━━━━━━━━━━┓
┃ Name ┃ Type  ┃ Lower bound ┃ Upper bound ┃ Type  ┃ Log Scale? ┃
┡━━━━━━╇━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━━━━━━━╇━━━━━━━╇━━━━━━━━━━━━┩
│ x    │ range │ -1000       │ 1000        │ float │ No         │
│ y    │ range │ -1000       │ 1000        │ float │ No         │
│ z    │ range │ -1000       │ 1000        │ float │ No         │
│ a    │ range │ -1000       │ 1000        │ float │ No         │
└──────┴───────┴─────────────┴─────────────┴───────┴────────────┘
Result-Names
┏━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Result-Name ┃ Min or max? ┃
┡━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│ RESULT      │         min │
└─────────────┴─────────────┘
Failed Jobs parameters
┏━━━━━━━━┳━━━━━━━━┳━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┓
┃ param1 ┃ param2 ┃ param3 ┃ error_description                                                 ┃
┡━━━━━━━━╇━━━━━━━━╇━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━┩
│ value1 │ value2 │ value3 │ Some error occurred during execution (this is not a real error!). │
└────────┴────────┴────────┴───────────────────────────────────────────────────────────────────┘
Best RESULT, min (total: 2)
┏━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━━━━━━━━━┓
┃ x                  ┃ y                 ┃ z                  ┃ a                 ┃ RESULT            ┃
┡━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━━━━━━━━━┩
│ -992.4759324640036 │ 84.09172855317593 │ -953.9302662014961 │ 804.3334688991308 │ -25608714.3370979 │
└────────────────────┴───────────────────┴────────────────────┴───────────────────┴───────────────────┘
Not printing sixel graphics in CI
Runtime Infos
┏━━━━━━━━━━━━━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━┳━━━━━━━━━━━━━━┳━━━━━━━━━━━━━┓
┃ Number of evaluations ┃ Min time  ┃ Max time  ┃ Average time ┃ Median time ┃
┡━━━━━━━━━━━━━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━╇━━━━━━━━━━━━━━╇━━━━━━━━━━━━━┩
│           2           │ 6.00 sec  │ 6.00 sec  │   6.00 sec   │  6.00 sec   │
└───────────────────────┴───────────┴───────────┴──────────────┴─────────────┘
Model generation times
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.040 │    1 │        0.040 │
│         2 │   0.378 │    1 │        0.378 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.209 │      │              │
│    Median │   0.209 │      │              │
│     Total │   0.418 │      │              │
│       Max │   0.378 │      │              │
│       Min │   0.040 │      │              │
└───────────┴─────────┴──────┴──────────────┘
Job submission durations
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.258 │    1 │        0.258 │
│       2 │   0.085 │    1 │        0.085 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.171 │      │              │
│  Median │   0.171 │      │              │
│   Total │   0.343 │      │              │
│     Max │   0.258 │      │              │
│     Min │   0.085 │      │              │
└─────────┴─────────┴──────┴──────────────┘

2026-05-01 21:05:41 (e89bf04e-a400-4e60-916a-738f9d3777c8): SOBOL, Started OmniOpt2 run...
2026-05-01 21:05:41 (e89bf04e-a400-4e60-916a-738f9d3777c8): SOBOL, getting new HP set (no sbatch)
2026-05-01 21:05:41 (e89bf04e-a400-4e60-916a-738f9d3777c8): SOBOL, requested 1 jobs, got 1, 0.04 s/job
2026-05-01 21:05:41 (e89bf04e-a400-4e60-916a-738f9d3777c8): SOBOL, eval #1/1 start                    
2026-05-01 21:05:41 (e89bf04e-a400-4e60-916a-738f9d3777c8): SOBOL, starting new job                   
2026-05-01 21:05:41 (e89bf04e-a400-4e60-916a-738f9d3777c8): SOBOL, started new job                    
2026-05-01 21:05:50 (e89bf04e-a400-4e60-916a-738f9d3777c8): SOBOL, new result: RESULT: -16925771.856801
2026-05-01 21:05:52 (e89bf04e-a400-4e60-916a-738f9d3777c8): SOBOL, best RESULT: -16925771.8568009, finishing jobs, finished 1 job
2026-05-01 21:05:52 (e89bf04e-a400-4e60-916a-738f9d3777c8): BOTORCH_MODULAR, best RESULT: -16925771.8568009, getting new HP set (no sbatch)
2026-05-01 21:05:52 (e89bf04e-a400-4e60-916a-738f9d3777c8): BOTORCH_MODULAR, best RESULT: -16925771.8568009, requested 1 jobs, got 1, 0.38 s/job
2026-05-01 21:05:52 (e89bf04e-a400-4e60-916a-738f9d3777c8): BOTORCH_MODULAR, best RESULT: -16925771.8568009, eval #1/1 start                    
2026-05-01 21:05:52 (e89bf04e-a400-4e60-916a-738f9d3777c8): BOTORCH_MODULAR, best RESULT: -16925771.8568009, starting new job                   
2026-05-01 21:05:52 (e89bf04e-a400-4e60-916a-738f9d3777c8): BOTORCH_MODULAR, best RESULT: -16925771.8568009, started new job                    
2026-05-01 21:06:01 (e89bf04e-a400-4e60-916a-738f9d3777c8): BOTORCH_MODULAR, best RESULT: -16925771.8568009, new result: RESULT: -25608714.337098
2026-05-01 21:06:03 (e89bf04e-a400-4e60-916a-738f9d3777c8): BOTORCH_MODULAR, best RESULT: -25608714.3370979, finishing jobs, finished 1 job

         Job submission durations          
┏━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃   Batch ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│       1 │   0.258 │    1 │        0.258 │
│       2 │   0.085 │    1 │        0.085 │
├─────────┼─────────┼──────┼──────────────┤
│ Average │   0.171 │      │              │
│  Median │   0.171 │      │              │
│   Total │   0.343 │      │              │
│     Max │   0.258 │      │              │
│     Min │   0.085 │      │              │
└─────────┴─────────┴──────┴──────────────┘

           Model generation times            
┏━━━━━━━━━━━┳━━━━━━━━━┳━━━━━━┳━━━━━━━━━━━━━━┓
┃ Iteration ┃ Seconds ┃ Jobs ┃ Time per job ┃
┡━━━━━━━━━━━╇━━━━━━━━━╇━━━━━━╇━━━━━━━━━━━━━━┩
│         1 │   0.040 │    1 │        0.040 │
│         2 │   0.378 │    1 │        0.378 │
├───────────┼─────────┼──────┼──────────────┤
│   Average │   0.209 │      │              │
│    Median │   0.209 │      │              │
│     Total │   0.418 │      │              │
│       Max │   0.378 │      │              │
│       Min │   0.040 │      │              │
└───────────┴─────────┴──────┴──────────────┘

Arguments Overview

Key	Value
config_yaml	None
config_toml	None
config_json	None
num_random_steps	1
max_eval	2
run_program	[['LnRlc3RzL29wdGltaXphdGlvbl9leGFtcGxlX2FsbF9mbG9hdCAgLS14PSUoeCkgLS15PSUoeSkgLS16PSUoeikgLS1hPSUoYSkK']]
experiment_name	example_all_float
mem_gb	4
parameter	[['x', 'range', '-1000', '1000', 'float'], ['y', 'range', '-1000', '1000', 'float'], ['z', 'range', '-1000', '1000', 'float'], ['a', 'range', '-1000',
	'1000', 'float']]
continue_previous_job	None
experiment_constraints	None
run_dir	runs
seed	None
verbose_tqdm	False
model	BOTORCH_MODULAR
gridsearch	False
occ	False
show_sixel_scatter	False
show_sixel_general	False
show_sixel_trial_index_result	False
follow	True
send_anonymized_usage_stats	True
ui_url	None
root_venv_dir	/home/runner
exclude	None
main_process_gb	8
max_nr_of_zero_results	10
abbreviate_job_names	False
orchestrator_file	None
checkout_to_latest_tested_version	False
live_share	True
disable_tqdm	False
disable_previous_job_constraint	False
workdir
occ_type	euclid
result_names	['RESULT=min']
minkowski_p	2
signed_weighted_euclidean_weights
generation_strategy	None
generate_all_jobs_at_once	True
revert_to_random_when_seemingly_exhausted	False
load_data_from_existing_jobs	[]
n_estimators_randomforest	100
max_attempts_for_generation	20
external_generator	None
username	None
max_failed_jobs	None
num_cpus_main_job	None
calculate_pareto_front_of_job	[]
show_generate_time_table	True
force_choice_for_ranges	False
max_abandoned_retrial	20
share_password	None
dryrun	False
db_url	None
run_program_once	None
worker_generator_path	None
save_to_database	False
range_max_difference	1000000
skip_search	False
nr_evals_per_arm	1
dont_warm_start_refitting	False
refit_on_cv	False
fit_out_of_design	False
fit_abandoned	False
dont_jit_compile	False
num_restarts	20
raw_samples	1024
max_num_of_parallel_sruns	16
no_transform_inputs	False
no_normalize_y	False
transforms	[]
number_of_generators	1
num_parallel_jobs	1
worker_timeout	5
slurm_use_srun	False
time	60
partition	alpha
reservation	None
force_local_execution	False
slurm_signal_delay_s	0
nodes_per_job	1
cpus_per_task	1
account	None
gpus	0
dependency	None
run_mode	local
verbose	False
verbose_break_run_search_table	False
debug	False
flame_graph	False
memray	False
no_sleep	False
tests	False
show_worker_percentage_table_at_end	False
auto_exclude_defective_hosts	False
run_tests_that_fail_on_taurus	False
raise_in_eval	False
show_ram_every_n_seconds	0
show_generation_and_submission_sixel	False
just_return_defaults	False
prettyprint	False
runtime_debug	False
debug_stack_regex
debug_stack_trace_regex	None
show_func_name	False
beartype	False

This logs the CPU and RAM usage of the main worker process.

timestamp,ram_usage_mb,cpu_usage_percent
1777669539,771.0546875,26.9

Parameter statistics

Parameter	Min	Max	Mean	Std Dev	Count
run_time	6	6	6	0	2
RESULT	-25608714.3371	-16925771.8568	-21267243.0969	4341471.2401	2
x	-992.4759	730.3392	-131.0684	861.4076	2
y	84.0917	140.2386	112.1652	28.0735	2
z	-953.9303	729.4126	-112.2589	841.6714	2
a	-785.0768	804.3335	9.6284	794.7051	2

submitit INFO (2026-05-01 21:05:41,841) - Starting with JobEnvironment(job_id=119204, hostname=runnervmeorf1, local_rank=0(1), node=0(1), global_rank=0(1))
submitit INFO (2026-05-01 21:05:41,841) - Loading pickle: /home/runner/work/OmniOpt/OmniOpt/runs/example_all_float/0/single_runs/119204/119204_submitted.pkl
Trial-Index: 0

Parameters: {"x": 730.3391695022583, "y": 140.23864269256592, "z": 729.4125556945801, "a": -785.0767523050308}
Debug-Infos: 
========
DEBUG INFOS START:
Program-Code: .tests/optimization_example_all_float  --x=730.33916950225830078125 --y=140.23864269256591796875 --z=729.412555694580078125 --a=-785.07675230503082275391 
pwd: /home/runner/work/OmniOpt/OmniOpt
File: .tests/optimization_example_all_float
UID: 1001
GID: 1001
Status-Change-Time: 1777666914.3024585
Size: 4140 Bytes
Permissions: -rwxr-xr-x
Owner: runner
Last access: 1777669543.3666186
Last modification: 1777666914.3024585
Hostname: runnervmeorf1
========
DEBUG INFOS END

.tests/optimization_example_all_float  --x=730.33916950225830078125 --y=140.23864269256591796875 --z=729.412555694580078125 --a=-785.07675230503082275391 
stdout:
 x: 730.33916950225830078125
y: 140.23864269256591796875
z: 729.412555694580078125
a: -785.07675230503082275391
RESULT: -16925771.8568009

stderr was empty
Result: {'RESULT': -16925771.8568009}
Final-results: {'RESULT': -16925771.8568009}
EXIT_CODE: 0
submitit INFO (2026-05-01 21:05:49,383) - Job completed successfully
submitit INFO (2026-05-01 21:05:49,383) - Exiting after successful completion